{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# pyAudio库 在windows上python3.7中安装\n",
    "\n",
    "参见链接：https://blog.csdn.net/a506681571/article/details/85201279"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sys import byteorder\n",
    "from array import array\n",
    "from struct import pack"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pyaudio\n",
    "import wave"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.io import wavfile\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "THRESHOLD = 500\n",
    "CHUNK_SIZE = 1024\n",
    "FORMAT = pyaudio.paInt16\n",
    "RATE = 44100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def is_silent(snd_data):\n",
    "    \"Returns 'True' if below the 'silent' threshold\"\n",
    "    return max(snd_data) < THRESHOLD\n",
    "\n",
    "def normalize(snd_data):\n",
    "    \"Average the volume out\"\n",
    "    MAXIMUM = 16384\n",
    "    times = float(MAXIMUM)/max(abs(i) for i in snd_data)\n",
    "\n",
    "    r = array('h')\n",
    "    for i in snd_data:\n",
    "        r.append(int(i*times))\n",
    "    return r\n",
    "\n",
    "def trim(snd_data):\n",
    "    \"Trim the blank spots at the start and end\"\n",
    "    def _trim(snd_data):\n",
    "        snd_started = False\n",
    "        r = array('h')\n",
    "\n",
    "        for i in snd_data:\n",
    "            if not snd_started and abs(i)>THRESHOLD:\n",
    "                snd_started = True\n",
    "                r.append(i)\n",
    "\n",
    "            elif snd_started:\n",
    "                r.append(i)\n",
    "        return r\n",
    "\n",
    "    # Trim to the left\n",
    "    snd_data = _trim(snd_data)\n",
    "\n",
    "    # Trim to the right\n",
    "    snd_data.reverse()\n",
    "    snd_data = _trim(snd_data)\n",
    "    snd_data.reverse()\n",
    "    return snd_data\n",
    "\n",
    "def add_silence(snd_data, seconds):\n",
    "    \"Add silence to the start and end of 'snd_data' of length 'seconds' (float)\"\n",
    "    r = array('h', [0 for i in range(int(seconds*RATE))])\n",
    "    r.extend(snd_data)\n",
    "    r.extend([0 for i in range(int(seconds*RATE))])\n",
    "    return r"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def record():\n",
    "    \"\"\"\n",
    "    Record a word or words from the microphone and \n",
    "    return the data as an array of signed shorts.\n",
    "\n",
    "    Normalizes the audio, trims silence from the \n",
    "    start and end, and pads with 0.5 seconds of \n",
    "    blank sound to make sure VLC et al can play \n",
    "    it without getting chopped off.\n",
    "    \"\"\"\n",
    "    p = pyaudio.PyAudio()\n",
    "    stream = p.open(format=FORMAT, channels=1, rate=RATE,\n",
    "        input=True, output=True,\n",
    "        frames_per_buffer=CHUNK_SIZE)\n",
    "\n",
    "    num_silent = 0\n",
    "    snd_started = False\n",
    "\n",
    "    r = array('h')\n",
    "\n",
    "    while 1:\n",
    "        # little endian, signed short\n",
    "        snd_data = array('h', stream.read(CHUNK_SIZE))\n",
    "        if byteorder == 'big':\n",
    "            snd_data.byteswap()\n",
    "        r.extend(snd_data)\n",
    "\n",
    "        silent = is_silent(snd_data)\n",
    "\n",
    "        if silent and snd_started:\n",
    "            num_silent += 1\n",
    "        elif not silent and not snd_started:\n",
    "            snd_started = True\n",
    "\n",
    "        if snd_started and num_silent > 30:\n",
    "            break\n",
    "\n",
    "    sample_width = p.get_sample_size(FORMAT)\n",
    "    stream.stop_stream()\n",
    "    stream.close()\n",
    "    p.terminate()\n",
    "\n",
    "    r = normalize(r)\n",
    "    r = trim(r)\n",
    "    r = add_silence(r, 0.5)\n",
    "    return sample_width, r"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def record_to_file(path):\n",
    "    \"Records from the microphone and outputs the resulting data to 'path'\"\n",
    "    sample_width, data = record()\n",
    "    data = pack('<' + ('h'*len(data)), *data)\n",
    "\n",
    "    wf = wave.open(path, 'wb')\n",
    "    wf.setnchannels(1)\n",
    "    wf.setsampwidth(sample_width)\n",
    "    wf.setframerate(RATE)\n",
    "    wf.writeframes(data)\n",
    "    wf.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "please speak a word into the microphone\n",
      "done - result written to demo.wav\n"
     ]
    }
   ],
   "source": [
    "print(\"please speak a word into the microphone\")\n",
    "\n",
    "record_to_file('demo.wav')\n",
    "\n",
    "print(\"done - result written to demo.wav\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Show waveform and Spectrogram"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Spectrogram')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "rate, x =wavfile.read(\"demo.wav\")\n",
    "\n",
    "fig, (ax1, ax2) = plt.subplots(1,2,figsize=(16,5))\n",
    "ax1.plot(x)\n",
    "ax1.set_title('Raw audio signal')\n",
    "\n",
    "ax2.specgram(x[:100000],Fs=rate,xextent=(0,100))\n",
    "ax2.set_title('Spectrogram')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
